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Spatial distribution of selection pressure on a protein deriving its adaptation to the environment based on the hierarchical Bayesian model

Research Project

Project/Area Number 24570249
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Evolutionary biology
Research InstitutionKochi University

Principal Investigator

WATABE Teruaki  高知大学, 教育研究部医療学系, 講師 (90325415)

Co-Investigator(Kenkyū-buntansha) KISHINO Hirohisa  東京大学, 農学生命科学研究科, 教授 (00141987)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords分子進化 / タンパク質多様化圧
Outline of Final Research Achievements

Proteins adapt to novel environments and/or gains functions by substitution in amino-acid sequences. Therefore, mutations in protein-coding genes occur under the selection pressure, the strength and character of which may vary among the regions of the protein. Thus, the spatial distribution of selection pressure provides information on the adaptive evolution of the protein. To detect the distribution, we developed a hierarchical Bayesian model. The Potts model describes the prior distribution of spatial aggregation of selection pressure. The hyper-parameters that define the strength and range of spatial clustering are estimated by maximizing the marginal likelihood. We applied the method to historical data on the influenza hemagglutinin protein, comparing the estimated spatial distribution to that of antigenic sites A-E. The amino-acid residues with higher substitution-rate ratios, representing diversifying selection pressure, overlapped the antigenic sites.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (7 results)

All 2014 2013 2012

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 1 results) Presentation (4 results) (of which Invited: 1 results)

  • [Journal Article] A hierarchical Bayesian framework to infer the progression level to diabetes based on deficient clinical data2014

    • Author(s)
      Teruaki Watabe, Yoshiyasu Okuhara and Yusuke Sagara
    • Journal Title

      Computers in Biology and Medicine

      Volume: 50 Pages: 107-115

    • DOI

      10.1016/j.compbiomed.2014.04.017

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Spatial distribution of selection pressure on a protein based on the hierarchical Bayesian model2013

    • Author(s)
      Teruaki Watabe and Hirohisa Kishino
    • Journal Title

      Molecular Biology and Evolution

      Volume: 30 Issue: 12 Pages: 2714-2722

    • DOI

      10.1093/molbev/mst151

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Spatial distribution of selection pressure on a virus protein deriving its adaptation to the environment2012

    • Author(s)
      Teruaki Watabe and Hirohisa Kishino
    • Journal Title

      Proceedings of the Institute of Statistical Mathematics

      Volume: 60 Pages: 305-316

    • NAID

      40019593200

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] タンパク質立体構造情報を考慮した突然変異選択圧分布の解析2014

    • Author(s)
      渡部輝明、岸野洋久
    • Organizer
      日本遺伝学会
    • Place of Presentation
      滋賀県 長浜バイオ大学
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] インフルエンザヘマグルチニンタンパク質上における選択圧の分布と変遷の検出2014

    • Author(s)
      渡部輝明、岸野洋久
    • Organizer
      日本進化学会
    • Place of Presentation
      大阪府 高槻現代劇場
    • Year and Date
      2014-08-21 – 2014-08-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Spatial distribution of selection pressure on a protein based on the hierarchical Bayesian model2013

    • Author(s)
      Teruaki Watabe and Hirohisa Kishino
    • Organizer
      Annual Meeting of the Society for Molecular Biology and Evolution (SMBE 2013)
    • Place of Presentation
      Chicago, IL, U.S.A.
    • Related Report
      2013 Research-status Report
  • [Presentation] 階層ベイズモデルによるタンパク質にかかる多様化圧の時空間集積性の推定2012

    • Author(s)
      渡部輝明、岸野洋久
    • Organizer
      日本進化学会
    • Place of Presentation
      首都大学東京(東京都)
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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